Task for Data Science internship

The Health Foundation, Data Analytics

2022-12-06

Instructions

  • Deadline
  • Submission guidelines
  • Etc

Task 1: Daily ambulance arrivals

  • First, explain to the candidate what the data is and what the columns mean
  • Then add questions here

Chart

Download data (Source: NHS England Urgent and Emergency Care Daily Situation Reports)

Data

date arrivals
2020-11-30 13102
2020-12-01 12591
2020-12-02 12761
2020-12-03 13127
2020-12-04 13020
2020-12-05 12843
2020-12-06 12771
2020-12-07 13099
2020-12-08 13024
2020-12-09 12835
2020-12-10 12997
2020-12-11 13059
2020-12-12 12630
2020-12-13 12724
2020-12-14 13265
2020-12-15 12957
2020-12-16 12672
2020-12-17 12505
2020-12-18 12819
2020-12-19 12490
2020-12-20 12324
2020-12-21 12768
2020-12-22 12454
2020-12-23 11913
2020-12-24 11342
2020-12-25 11698
2020-12-26 13020
2020-12-27 13274
2020-12-28 13490
2020-12-29 12872
2020-12-30 12889
2020-12-31 12649
2021-01-01 13743
2021-01-02 12847
2021-01-03 12826
2021-01-04 12828
2021-01-05 12225
2021-01-06 12301
2021-01-07 12541
2021-01-08 12154
2021-01-09 11904
2021-01-10 12110
2021-01-11 12367
2021-01-12 12293
2021-01-13 12255
2021-01-14 12275
2021-01-15 12319
2021-01-16 12360
2021-01-17 12186
2021-01-18 12702
2021-01-19 12690
2021-01-20 12767
2021-01-21 12835
2021-01-22 13124
2021-01-23 12587
2021-01-24 12084
2021-01-25 12869
2021-01-26 12695
2021-01-27 12588
2021-01-28 12709
2021-01-29 13089
2021-01-30 12280
2021-01-31 12375
2021-02-01 12762
2021-02-02 12790
2021-02-03 12628
2021-02-04 12426
2021-02-05 12643
2021-02-06 12152
2021-02-07 11687
2021-02-08 12748
2021-02-09 12262
2021-02-10 12344
2021-02-11 12214
2021-02-12 12275
2021-02-13 11778
2021-02-14 11420
2021-02-15 13276
2021-02-16 12908
2021-02-17 12949
2021-02-18 12703
2021-02-19 12921
2021-02-20 13005
2021-02-21 12712
2021-02-22 13121
2021-02-23 12694
2021-02-24 12609
2021-02-25 12558
2021-02-26 12697
2021-02-27 12381
2021-02-28 12024
2021-03-01 12501
2021-03-02 12142
2021-03-03 12241
2021-03-04 12327
2021-03-05 12462
2021-03-06 12382
2021-03-07 12000
2021-03-08 12972
2021-03-09 12658
2021-03-10 12726
2021-03-11 12859
2021-03-12 13198
2021-03-13 12891
2021-03-14 12359
2021-03-15 13622
2021-03-16 13471
2021-03-17 12972
2021-03-18 13252
2021-03-19 13214
2021-03-20 13151
2021-03-21 12950
2021-03-22 13633
2021-03-23 13017
2021-03-24 13205
2021-03-25 13183
2021-03-26 13378
2021-03-27 12913
2021-03-28 12603
2021-03-29 13706
2021-03-30 13404
2021-03-31 13915
2021-04-01 13289
2021-04-02 13374
2021-04-03 13185
2021-04-04 13109
2021-11-29 12233
2021-11-30 11901
2021-12-01 12145
2021-12-02 11878
2021-12-03 11847
2021-12-04 11980
2021-12-05 11919
2021-12-06 11902
2021-12-07 11914
2021-12-08 12080
2021-12-09 12139
2021-12-10 12117
2021-12-11 11882
2021-12-12 11922
2021-12-13 12236
2021-12-14 11945
2021-12-15 12032
2021-12-16 11764
2021-12-17 11568
2021-12-18 12116
2021-12-19 11890
2021-12-20 12321
2021-12-21 12164
2021-12-22 11843
2021-12-23 11954
2021-12-24 11557
2021-12-25 11264
2021-12-26 11906
2021-12-27 12699
2021-12-28 12180
2021-12-29 11784
2021-12-30 11595
2021-12-31 11474
2022-01-01 12455
2022-01-02 11456
2022-01-03 12029
2022-01-04 11386
2022-01-05 11334
2022-01-06 11457
2022-01-07 11668
2022-01-08 11616
2022-01-09 11645
2022-01-10 11761
2022-01-11 11679
2022-01-12 11829
2022-01-13 11712
2022-01-14 12229
2022-01-15 12095
2022-01-16 12187
2022-01-17 12274
2022-01-18 12087
2022-01-19 12261
2022-01-20 12132
2022-01-21 12321
2022-01-22 12077
2022-01-23 12315
2022-01-24 12529
2022-01-25 12155
2022-01-26 12332
2022-01-27 12479
2022-01-28 12179
2022-01-29 12142
2022-01-30 12183
2022-01-31 12439
2022-02-01 11797
2022-02-02 12151
2022-02-03 12335
2022-02-04 12153
2022-02-05 12064
2022-02-06 12103
2022-02-07 12414
2022-02-08 12015
2022-02-09 12067
2022-02-10 12313
2022-02-11 12169
2022-02-12 12202
2022-02-13 12333
2022-02-14 12020
2022-02-15 11991
2022-02-16 12149
2022-02-17 11874
2022-02-18 12221
2022-02-19 12187
2022-02-20 12142
2022-02-21 12214
2022-02-22 12127
2022-02-23 11932
2022-02-24 12054
2022-02-25 12142
2022-02-26 12160
2022-02-27 12343
2022-02-28 12248
2022-03-01 11818
2022-03-02 11864
2022-03-03 12004
2022-03-04 11883
2022-03-05 12056
2022-03-06 11923
2022-03-07 12153
2022-03-08 12170
2022-03-09 12150
2022-03-10 12013
2022-03-11 11867
2022-03-12 11898
2022-03-13 11778
2022-03-14 11860
2022-03-15 11506
2022-03-16 11730
2022-03-17 11824
2022-03-18 11882
2022-03-19 11532
2022-03-20 11504
2022-03-21 11871
2022-03-22 11661
2022-03-23 11391
2022-03-24 11585
2022-03-25 11426
2022-03-26 11170
2022-03-27 10484
2022-03-28 11394
2022-03-29 11235
2022-03-30 11585
2022-03-31 11593
2022-04-01 11299
2022-04-02 11225
2022-04-03 11217

Task 2: Monthly ambulance indicators

  • First, explain to the candidate what the data is and what the columns mean
  • Then add questions here

Chart

Download data (Source: NHS England Ambulance Quality Indicators)

Data

date org_name metric category_1 category_2 category_3 category_4
2017-08-01 England (Average of all regions) Mean 9.233333 23.91667 50.68333 81.41667
2017-08-01 England (Average of all regions) 90th percentile 15.200000 53.15000 118.08333 152.81667
2017-09-01 England (Average of all regions) Mean 8.116667 21.98333 48.53333 77.91667
2017-09-01 England (Average of all regions) 90th percentile 14.250000 46.80000 113.23333 164.91667
2017-10-01 England (Average of all regions) Mean 7.916667 21.93333 44.83333 68.51667
2017-10-01 England (Average of all regions) 90th percentile 13.716667 46.70000 104.61667 151.18333
2017-11-01 England (Average of all regions) Mean 7.950000 22.75000 54.18333 80.48333
2017-11-01 England (Average of all regions) 90th percentile 13.800000 47.73333 126.96667 182.31667
2017-12-01 England (Average of all regions) Mean 8.866667 29.60000 79.01667 106.70000
2017-12-01 England (Average of all regions) 90th percentile 15.400000 62.98333 186.80000 248.81667
2018-01-01 England (Average of all regions) Mean 8.316667 26.06667 63.03333 87.45000
2018-01-01 England (Average of all regions) 90th percentile 14.483333 55.55000 148.28333 196.01667
2018-02-01 England (Average of all regions) Mean 8.283333 25.58333 68.63333 93.61667
2018-02-01 England (Average of all regions) 90th percentile 14.283333 53.96667 161.58333 209.83333
2018-03-01 England (Average of all regions) Mean 8.583333 27.73333 75.23333 97.55000
2018-03-01 England (Average of all regions) 90th percentile 14.933333 59.28333 179.60000 217.36667
2018-04-01 England (Average of all regions) Mean 7.616667 20.15000 49.18333 75.75000
2018-04-01 England (Average of all regions) 90th percentile 13.400000 41.40000 114.83333 169.46667
2018-05-01 England (Average of all regions) Mean 7.733333 21.18333 57.55000 88.16667
2018-05-01 England (Average of all regions) 90th percentile 13.516667 43.71667 135.18333 198.96667
2018-06-01 England (Average of all regions) Mean 7.600000 21.50000 59.60000 91.35000
2018-06-01 England (Average of all regions) 90th percentile 13.300000 44.26667 139.68333 204.18333
2018-07-01 England (Average of all regions) Mean 7.466667 22.55000 66.15000 95.90000
2018-07-01 England (Average of all regions) 90th percentile 13.050000 46.85000 157.31667 213.48333
2018-08-01 England (Average of all regions) Mean 7.133333 20.61667 56.81667 82.03333
2018-08-01 England (Average of all regions) 90th percentile 12.566667 42.33333 133.66667 185.38333
2018-09-01 England (Average of all regions) Mean 7.183333 21.60000 61.90000 87.41667
2018-09-01 England (Average of all regions) 90th percentile 12.566667 44.25000 145.21667 201.76667
2018-10-01 England (Average of all regions) Mean 7.183333 21.25000 60.38333 83.80000
2018-10-01 England (Average of all regions) 90th percentile 12.500000 43.41667 141.70000 192.75000
2018-11-01 England (Average of all regions) Mean 7.183333 21.93333 63.40000 85.66667
2018-11-01 England (Average of all regions) 90th percentile 12.516667 44.88333 148.78333 197.10000
2018-12-01 England (Average of all regions) Mean 7.100000 22.38333 66.45000 84.21667
2018-12-01 England (Average of all regions) 90th percentile 12.416667 46.36667 157.06667 189.51667
2019-01-01 England (Average of all regions) Mean 7.133333 22.96667 67.71667 85.73333
2019-01-01 England (Average of all regions) 90th percentile 12.333333 47.65000 160.15000 196.05000
2019-02-01 England (Average of all regions) Mean 7.283333 23.61667 72.33333 89.86667
2019-02-01 England (Average of all regions) 90th percentile 12.683333 48.95000 171.28333 200.81667
2019-03-01 England (Average of all regions) Mean 7.000000 21.25000 61.40000 80.48333
2019-03-01 England (Average of all regions) 90th percentile 12.183333 43.20000 145.18333 183.65000
2019-04-01 England (Average of all regions) Mean 6.983333 21.48333 62.40000 80.60000
2019-04-01 England (Average of all regions) 90th percentile 12.250000 43.98333 149.65000 186.40000
2019-05-01 England (Average of all regions) Mean 6.900000 21.03333 60.70000 76.08333
2019-05-01 England (Average of all regions) 90th percentile 12.066667 42.96667 143.96667 173.86667
2019-06-01 England (Average of all regions) Mean 7.116667 22.46667 68.81667 82.18333
2019-06-01 England (Average of all regions) 90th percentile 12.483333 46.05000 164.71667 187.55000
2019-07-01 England (Average of all regions) Mean 7.233333 23.31667 71.75000 85.88333
2019-07-01 England (Average of all regions) 90th percentile 12.716667 48.00000 171.51667 200.38333
2019-08-01 England (Average of all regions) Mean 7.083333 21.31667 62.78333 74.73333
2019-08-01 England (Average of all regions) 90th percentile 12.483333 43.53333 148.30000 171.00000
2019-09-01 England (Average of all regions) Mean 7.250000 22.38333 68.98333 79.56667
2019-09-01 England (Average of all regions) 90th percentile 12.733333 45.68333 163.98333 183.51667
2019-10-01 England (Average of all regions) Mean 7.383333 23.78333 74.80000 88.95000
2019-10-01 England (Average of all regions) 90th percentile 12.983333 48.48333 178.36667 207.65000
2019-11-01 England (Average of all regions) Mean 7.450000 25.86667 82.75000 96.66667
2019-11-01 England (Average of all regions) 90th percentile 13.150000 53.30000 197.43333 227.36667
2019-12-01 England (Average of all regions) Mean 7.550000 27.95000 89.96667 98.60000
2019-12-01 England (Average of all regions) 90th percentile 13.266667 58.45000 217.25000 227.46667
2020-01-01 England (Average of all regions) Mean 7.100000 20.91667 56.68333 74.86667
2020-01-01 England (Average of all regions) 90th percentile 12.450000 42.53333 132.16667 172.51667
2020-02-01 England (Average of all regions) Mean 7.300000 22.11667 67.25000 98.66667
2020-02-01 England (Average of all regions) 90th percentile 12.866667 45.10000 157.06667 229.45000
2020-03-01 England (Average of all regions) Mean 8.116667 32.10000 90.15000 115.83333
2020-03-01 England (Average of all regions) 90th percentile 14.366667 69.01667 219.78333 276.46667
2020-04-01 England (Average of all regions) Mean 7.050000 18.48333 39.75000 66.98333
2020-04-01 England (Average of all regions) 90th percentile 12.333333 38.43333 89.46667 145.23333
2020-05-01 England (Average of all regions) Mean 6.516667 13.48333 28.85000 51.13333
2020-05-01 England (Average of all regions) 90th percentile 11.350000 25.25000 63.16667 105.76667
2020-06-01 England (Average of all regions) Mean 6.583333 14.88333 36.31667 59.16667
2020-06-01 England (Average of all regions) 90th percentile 11.516667 28.40000 81.56667 121.90000
2020-07-01 England (Average of all regions) Mean 6.766667 16.68333 43.40000 69.33333
2020-07-01 England (Average of all regions) 90th percentile 11.950000 32.56667 99.11667 146.85000
2020-08-01 England (Average of all regions) Mean 7.066667 20.05000 56.70000 84.90000
2020-08-01 England (Average of all regions) 90th percentile 12.600000 40.56667 131.66667 178.90000
2020-09-01 England (Average of all regions) Mean 7.166667 22.55000 66.83333 98.10000
2020-09-01 England (Average of all regions) 90th percentile 12.750000 46.05000 157.11667 208.08333
2020-10-01 England (Average of all regions) Mean 7.383333 25.35000 70.60000 106.93333
2020-10-01 England (Average of all regions) 90th percentile 13.033333 52.10000 167.66667 231.75000
2020-11-01 England (Average of all regions) Mean 7.150000 21.26667 58.48333 92.66667
2020-11-01 England (Average of all regions) 90th percentile 12.550000 42.83333 138.53333 196.65000
2020-12-01 England (Average of all regions) Mean 7.416667 27.85000 81.56667 126.18333
2020-12-01 England (Average of all regions) 90th percentile 13.116667 59.63333 194.88333 274.50000
2021-01-01 England (Average of all regions) Mean 7.516667 29.65000 87.55000 131.86667
2021-01-01 England (Average of all regions) 90th percentile 13.266667 64.16667 212.03333 293.63333
2021-02-01 England (Average of all regions) Mean 6.766667 18.31667 44.90000 68.80000
2021-02-01 England (Average of all regions) 90th percentile 11.950000 36.06667 103.36667 148.26667
2021-03-01 England (Average of all regions) Mean 6.783333 18.43333 49.41667 80.98333
2021-03-01 England (Average of all regions) 90th percentile 11.966667 36.35000 113.75000 175.35000
2021-04-01 England (Average of all regions) Mean 7.000000 20.28333 59.41667 106.16667
2021-04-01 England (Average of all regions) 90th percentile 12.433333 40.51667 138.53333 230.48333
2021-05-01 England (Average of all regions) Mean 7.416667 24.58333 84.33333 130.91667
2021-05-01 England (Average of all regions) 90th percentile 13.200000 49.96667 199.81667 294.13333
2021-06-01 England (Average of all regions) Mean 7.916667 30.68333 114.66667 184.98333
2021-06-01 England (Average of all regions) 90th percentile 14.016667 63.46667 275.40000 407.71667
2021-07-01 England (Average of all regions) Mean 8.566667 41.06667 153.90000 220.40000
2021-07-01 England (Average of all regions) 90th percentile 15.283333 87.73333 381.23333 481.15000
2021-08-01 England (Average of all regions) Mean 8.466667 38.65000 134.43333 190.00000
2021-08-01 England (Average of all regions) 90th percentile 15.116667 82.33333 328.61667 418.03333
2021-09-01 England (Average of all regions) Mean 9.033333 45.50000 155.71667 233.76667
2021-09-01 England (Average of all regions) 90th percentile 15.966667 98.01667 383.25000 506.21667
2021-10-01 England (Average of all regions) Mean 9.366667 53.91667 189.90000 268.83333
2021-10-01 England (Average of all regions) 90th percentile 16.433333 116.25000 467.18333 569.78333
2021-11-01 England (Average of all regions) Mean 9.183333 46.63333 157.20000 220.01667
2021-11-01 England (Average of all regions) 90th percentile 16.100000 100.98333 383.10000 519.90000
2021-12-01 England (Average of all regions) Mean 9.233333 53.36667 171.05000 207.98333
2021-12-01 England (Average of all regions) 90th percentile 16.233333 119.23333 431.60000 485.25000
2022-01-01 England (Average of all regions) Mean 8.516667 38.06667 116.86667 154.81667
2022-01-01 England (Average of all regions) 90th percentile 15.100000 83.60000 287.31667 352.15000
2022-02-01 England (Average of all regions) Mean 8.850000 42.11667 136.21667 181.43333
2022-02-01 England (Average of all regions) 90th percentile 15.716667 91.91667 330.30000 412.33333
2022-03-01 England (Average of all regions) Mean 9.583333 61.08333 208.20000 247.66667
2022-03-01 England (Average of all regions) 90th percentile 16.833333 137.16667 516.56667 596.03333
2022-04-01 England (Average of all regions) Mean 9.033333 51.36667 158.68333 188.01667
2022-04-01 England (Average of all regions) 90th percentile 16.116667 116.55000 401.63333 461.28333
2022-05-01 England (Average of all regions) Mean 8.600000 39.96667 129.53333 167.95000
2022-05-01 England (Average of all regions) 90th percentile 15.250000 85.86667 322.10000 419.53333
2022-06-01 England (Average of all regions) Mean 9.100000 51.63333 173.90000 212.11667
2022-06-01 England (Average of all regions) 90th percentile 16.050000 114.28333 441.23333 533.18333
2022-07-01 England (Average of all regions) Mean 9.583333 59.11667 197.10000 242.95000
2022-07-01 England (Average of all regions) 90th percentile 16.916667 131.78333 501.78333 596.40000
2022-08-01 England (Average of all regions) Mean 9.133333 42.73333 136.38333 176.65000
2022-08-01 England (Average of all regions) 90th percentile 16.333333 93.33333 341.21667 447.93333
2022-09-01 England (Average of all regions) Mean 9.316667 47.98333 162.46667 192.56667
2022-09-01 England (Average of all regions) 90th percentile 16.633333 105.75000 411.51667 468.20000

Task 3: Elective care backlog

  • First, explain to the candidate what the data is and what the columns mean
  • Then add questions here

Chart

Download data (Source: NHS England Consultant-led Referral to Treatment Waiting Times)

Data

period type specialty total
2018-04-01 total waiting list dermatology 192875
2018-04-01 total waiting list gastroenterology 201356
2018-04-01 total waiting list ophthalmology 409430
2018-04-01 total waiting list total 4037223
2018-04-01 total waiting list trauma & orthopaedics 476188
2018-04-01 new on waiting list dermatology 93298
2018-04-01 new on waiting list gastroenterology 85988
2018-04-01 new on waiting list ophthalmology 159188
2018-04-01 new on waiting list total 1646372
2018-04-01 new on waiting list trauma & orthopaedics 168744
2019-04-01 total waiting list dermatology 203750
2019-04-01 total waiting list gastroenterology 226841
2019-04-01 total waiting list ophthalmology 441247
2019-04-01 total waiting list total 4315455
2019-04-01 total waiting list trauma & orthopaedics 504834
2019-04-01 new on waiting list dermatology 94077
2019-04-01 new on waiting list gastroenterology 86449
2019-04-01 new on waiting list ophthalmology 161635
2019-04-01 new on waiting list total 1661737
2019-04-01 new on waiting list trauma & orthopaedics 181623
2020-04-01 total waiting list dermatology 186554
2020-04-01 total waiting list gastroenterology 200537
2020-04-01 total waiting list ophthalmology 422788
2020-04-01 total waiting list total 3968099
2020-04-01 total waiting list trauma & orthopaedics 465355
2020-04-01 new on waiting list dermatology 25489
2020-04-01 new on waiting list gastroenterology 26281
2020-04-01 new on waiting list ophthalmology 33634
2020-04-01 new on waiting list total 493749
2020-04-01 new on waiting list trauma & orthopaedics 34407
2021-04-01 total waiting list dermatology 223520
2021-04-01 total waiting list gastroenterology 293413
2021-04-01 total waiting list ophthalmology 531179
2021-04-01 total waiting list total 5143486
2021-04-01 total waiting list trauma and orthopaedic 641074
2021-04-01 new on waiting list dermatology 96812
2021-04-01 new on waiting list gastroenterology 84445
2021-04-01 new on waiting list ophthalmology 148857
2021-04-01 new on waiting list total 1502736
2021-04-01 new on waiting list trauma and orthopaedic 135506
2022-04-01 total waiting list dermatology 322796
2022-04-01 total waiting list gastroenterology 348924
2022-04-01 total waiting list ophthalmology 649992
2022-04-01 total waiting list total 6507679
2022-04-01 total waiting list trauma and orthopaedic 745708
2022-04-01 new on waiting list dermatology 92532
2022-04-01 new on waiting list gastroenterology 77634
2022-04-01 new on waiting list ophthalmology 155162
2022-04-01 new on waiting list total 1500606
2022-04-01 new on waiting list trauma and orthopaedic 143019
2018-08-01 total waiting list dermatology 225433
2018-08-01 total waiting list gastroenterology 207374
2018-08-01 total waiting list ophthalmology 432085
2018-08-01 total waiting list total 4183576
2018-08-01 total waiting list trauma & orthopaedics 505232
2018-08-01 new on waiting list dermatology 105665
2018-08-01 new on waiting list gastroenterology 84332
2018-08-01 new on waiting list ophthalmology 158582
2018-08-01 new on waiting list total 1639833
2018-08-01 new on waiting list trauma & orthopaedics 178207
2019-08-01 total waiting list dermatology 237962
2019-08-01 total waiting list gastroenterology 222499
2019-08-01 total waiting list ophthalmology 449367
2019-08-01 total waiting list total 4425460
2019-08-01 total waiting list trauma & orthopaedics 526925
2019-08-01 new on waiting list dermatology 99133
2019-08-01 new on waiting list gastroenterology 84904
2019-08-01 new on waiting list ophthalmology 155772
2019-08-01 new on waiting list total 1582750
2019-08-01 new on waiting list trauma & orthopaedics 174028
2020-08-01 total waiting list dermatology 195104
2020-08-01 total waiting list gastroenterology 230392
2020-08-01 total waiting list ophthalmology 463385
2020-08-01 total waiting list total 4238548
2020-08-01 total waiting list trauma & orthopaedics 545727
2020-08-01 new on waiting list dermatology 73818
2020-08-01 new on waiting list gastroenterology 61555
2020-08-01 new on waiting list ophthalmology 106816
2020-08-01 new on waiting list total 1118376
2020-08-01 new on waiting list trauma & orthopaedics 106914
2021-08-01 total waiting list dermatology 288775
2021-08-01 total waiting list gastroenterology 317336
2021-08-01 total waiting list ophthalmology 581284
2021-08-01 total waiting list total 5734693
2021-08-01 total waiting list trauma and orthopaedic 698021
2021-08-01 new on waiting list dermatology 97819
2021-08-01 new on waiting list gastroenterology 80030
2021-08-01 new on waiting list ophthalmology 147738
2021-08-01 new on waiting list total 1473439
2021-08-01 new on waiting list trauma and orthopaedic 146707
2018-12-01 total waiting list dermatology 206506
2018-12-01 total waiting list gastroenterology 216804
2018-12-01 total waiting list ophthalmology 440398
2018-12-01 total waiting list total 4168866
2018-12-01 total waiting list trauma & orthopaedics 494281
2018-12-01 new on waiting list dermatology 75783
2018-12-01 new on waiting list gastroenterology 77775
2018-12-01 new on waiting list ophthalmology 137636
2018-12-01 new on waiting list total 1436330
2018-12-01 new on waiting list trauma & orthopaedics 148422
2019-12-01 total waiting list dermatology 226589
2019-12-01 total waiting list gastroenterology 229984
2019-12-01 total waiting list ophthalmology 446881
2019-12-01 total waiting list total 4430989
2019-12-01 total waiting list trauma & orthopaedics 529920
2019-12-01 new on waiting list dermatology 77437
2019-12-01 new on waiting list gastroenterology 79825
2019-12-01 new on waiting list ophthalmology 144030
2019-12-01 new on waiting list total 1464706
2019-12-01 new on waiting list trauma & orthopaedics 152917
2020-12-01 total waiting list dermatology 192114
2020-12-01 total waiting list gastroenterology 257301
2020-12-01 total waiting list ophthalmology 484145
2020-12-01 total waiting list total 4539196
2020-12-01 total waiting list trauma & orthopaedics 576925
2020-12-01 new on waiting list dermatology 70921
2020-12-01 new on waiting list gastroenterology 73183
2020-12-01 new on waiting list ophthalmology 118360
2020-12-01 new on waiting list total 1265602
2020-12-01 new on waiting list trauma & orthopaedics 108780
2021-12-01 total waiting list dermatology 303384
2021-12-01 total waiting list gastroenterology 331605
2021-12-01 total waiting list ophthalmology 603494
2021-12-01 total waiting list total 6087684
2021-12-01 total waiting list trauma and orthopaedic 707021
2021-12-01 new on waiting list dermatology 77121
2021-12-01 new on waiting list gastroenterology 76345
2021-12-01 new on waiting list ophthalmology 139148
2021-12-01 new on waiting list total 1431774
2021-12-01 new on waiting list trauma and orthopaedic 131452
2019-02-01 total waiting list dermatology 197067
2019-02-01 total waiting list gastroenterology 220302
2019-02-01 total waiting list ophthalmology 425146
2019-02-01 total waiting list total 4160663
2019-02-01 total waiting list trauma & orthopaedics 497091
2019-02-01 new on waiting list dermatology 90251
2019-02-01 new on waiting list gastroenterology 87907
2019-02-01 new on waiting list ophthalmology 156447
2019-02-01 new on waiting list total 1644131
2019-02-01 new on waiting list trauma & orthopaedics 172222
2020-02-01 total waiting list dermatology 221422
2020-02-01 total waiting list gastroenterology 228422
2020-02-01 total waiting list ophthalmology 441961
2020-02-01 total waiting list total 4437344
2020-02-01 total waiting list trauma & orthopaedics 523276
2020-02-01 new on waiting list dermatology 90163
2020-02-01 new on waiting list gastroenterology 84768
2020-02-01 new on waiting list ophthalmology 158654
2020-02-01 new on waiting list total 1604870
2020-02-01 new on waiting list trauma & orthopaedics 168478
2021-02-01 total waiting list dermatology 193775
2021-02-01 total waiting list gastroenterology 265562
2021-02-01 total waiting list ophthalmology 495214
2021-02-01 total waiting list total 4716128
2021-02-01 total waiting list trauma & orthopaedics 605652
2021-02-01 new on waiting list dermatology 76098
2021-02-01 new on waiting list gastroenterology 71597
2021-02-01 new on waiting list ophthalmology 115625
2021-02-01 new on waiting list total 1258329
2021-02-01 new on waiting list trauma & orthopaedics 105521
2022-02-01 total waiting list dermatology 310610
2022-02-01 total waiting list gastroenterology 329686
2022-02-01 total waiting list ophthalmology 600824
2022-02-01 total waiting list total 6208547
2022-02-01 total waiting list trauma and orthopaedic 715868
2022-02-01 new on waiting list dermatology 93076
2022-02-01 new on waiting list gastroenterology 80055
2022-02-01 new on waiting list ophthalmology 151877
2022-02-01 new on waiting list total 1551530
2022-02-01 new on waiting list trauma and orthopaedic 145335
2019-01-01 total waiting list dermatology 204508
2019-01-01 total waiting list gastroenterology 220615
2019-01-01 total waiting list ophthalmology 430856
2019-01-01 total waiting list total 4189626
2019-01-01 total waiting list trauma & orthopaedics 497239
2019-01-01 new on waiting list dermatology 99158
2019-01-01 new on waiting list gastroenterology 95989
2019-01-01 new on waiting list ophthalmology 168193
2019-01-01 new on waiting list total 1800389
2019-01-01 new on waiting list trauma & orthopaedics 187682
2020-01-01 total waiting list dermatology 222513
2020-01-01 total waiting list gastroenterology 229121
2020-01-01 total waiting list ophthalmology 441608
2020-01-01 total waiting list total 4430067
2020-01-01 total waiting list trauma & orthopaedics 525285
2020-01-01 new on waiting list dermatology 94075
2020-01-01 new on waiting list gastroenterology 93882
2020-01-01 new on waiting list ophthalmology 169740
2020-01-01 new on waiting list total 1743073
2020-01-01 new on waiting list trauma & orthopaedics 182242
2021-01-01 total waiting list dermatology 190291
2021-01-01 total waiting list gastroenterology 262716
2021-01-01 total waiting list ophthalmology 489670
2021-01-01 total waiting list total 4611121
2021-01-01 total waiting list trauma & orthopaedics 592939
2021-01-01 new on waiting list dermatology 65276
2021-01-01 new on waiting list gastroenterology 69570
2021-01-01 new on waiting list ophthalmology 107204
2021-01-01 new on waiting list total 1189664
2021-01-01 new on waiting list trauma & orthopaedics 103273
2022-01-01 total waiting list dermatology 305486
2022-01-01 total waiting list gastroenterology 329098
2022-01-01 total waiting list ophthalmology 597857
2022-01-01 total waiting list total 6129284
2022-01-01 total waiting list trauma and orthopaedic 711934
2022-01-01 new on waiting list dermatology 89369
2022-01-01 new on waiting list gastroenterology 78133
2022-01-01 new on waiting list ophthalmology 146459
2022-01-01 new on waiting list total 1517832
2022-01-01 new on waiting list trauma and orthopaedic 139937
2018-07-01 total waiting list dermatology 216743
2018-07-01 total waiting list gastroenterology 203807
2018-07-01 total waiting list ophthalmology 425750
2018-07-01 total waiting list total 4159804
2018-07-01 total waiting list trauma & orthopaedics 498077
2018-07-01 new on waiting list dermatology 109317
2018-07-01 new on waiting list gastroenterology 87109
2018-07-01 new on waiting list ophthalmology 164058
2018-07-01 new on waiting list total 1722836
2018-07-01 new on waiting list trauma & orthopaedics 187705
2019-07-01 total waiting list dermatology 228321
2019-07-01 total waiting list gastroenterology 221794
2019-07-01 total waiting list ophthalmology 447889
2019-07-01 total waiting list total 4389906
2019-07-01 total waiting list trauma & orthopaedics 515635
2019-07-01 new on waiting list dermatology 112993
2019-07-01 new on waiting list gastroenterology 95216
2019-07-01 new on waiting list ophthalmology 173514
2019-07-01 new on waiting list total 1808020
2019-07-01 new on waiting list trauma & orthopaedics 199031
2020-07-01 total waiting list dermatology 184172
2020-07-01 total waiting list gastroenterology 216529
2020-07-01 total waiting list ophthalmology 440622
2020-07-01 total waiting list total 4065091
2020-07-01 total waiting list trauma & orthopaedics 517774
2020-07-01 new on waiting list dermatology 75688
2020-07-01 new on waiting list gastroenterology 66692
2020-07-01 new on waiting list ophthalmology 96610
2020-07-01 new on waiting list total 1182821
2020-07-01 new on waiting list trauma & orthopaedics 107666
2021-07-01 total waiting list dermatology 277485
2021-07-01 total waiting list gastroenterology 313306
2021-07-01 total waiting list ophthalmology 575614
2021-07-01 total waiting list total 5628606
2021-07-01 total waiting list trauma and orthopaedic 686821
2021-07-01 new on waiting list dermatology 106519
2021-07-01 new on waiting list gastroenterology 86611
2021-07-01 new on waiting list ophthalmology 160338
2021-07-01 new on waiting list total 1610221
2021-07-01 new on waiting list trauma and orthopaedic 158337
2022-07-01 total waiting list dermatology 364237
2022-07-01 total waiting list gastroenterology 360681
2022-07-01 total waiting list ophthalmology 645673
2022-07-01 total waiting list total 6864891
2022-07-01 total waiting list trauma and orthopaedic 775353
2022-07-01 new on waiting list dermatology 106485
2022-07-01 new on waiting list gastroenterology 82975
2022-07-01 new on waiting list ophthalmology 158112
2022-07-01 new on waiting list total 1607262
2022-07-01 new on waiting list trauma and orthopaedic 155031
2018-06-01 total waiting list dermatology 207439
2018-06-01 total waiting list gastroenterology 201967
2018-06-01 total waiting list ophthalmology 423005
2018-06-01 total waiting list total 4142236
2018-06-01 total waiting list trauma & orthopaedics 492839
2018-06-01 new on waiting list dermatology 103417
2018-06-01 new on waiting list gastroenterology 83697
2018-06-01 new on waiting list ophthalmology 163291
2018-06-01 new on waiting list total 1683143
2018-06-01 new on waiting list trauma & orthopaedics 183216
2019-06-01 total waiting list dermatology 221033
2019-06-01 total waiting list gastroenterology 224606
2019-06-01 total waiting list ophthalmology 451422
2019-06-01 total waiting list total 4411818
2019-06-01 total waiting list trauma & orthopaedics 514276
2019-06-01 new on waiting list dermatology 98670
2019-06-01 new on waiting list gastroenterology 85935
2019-06-01 new on waiting list ophthalmology 160155
2019-06-01 new on waiting list total 1647201
2019-06-01 new on waiting list trauma & orthopaedics 180173
2020-06-01 total waiting list dermatology 177090
2020-06-01 total waiting list gastroenterology 200391
2020-06-01 total waiting list ophthalmology 414951
2020-06-01 total waiting list total 3878830
2020-06-01 total waiting list trauma & orthopaedics 478602
2020-06-01 new on waiting list dermatology 61891
2020-06-01 new on waiting list gastroenterology 53294
2020-06-01 new on waiting list ophthalmology 61665
2020-06-01 new on waiting list total 942917
2020-06-01 new on waiting list trauma & orthopaedics 80954
2021-06-01 total waiting list dermatology 258608
2021-06-01 total waiting list gastroenterology 305660
2021-06-01 total waiting list ophthalmology 561011
2021-06-01 total waiting list total 5474191
2021-06-01 total waiting list trauma and orthopaedic 674335
2021-06-01 new on waiting list dermatology 113281
2021-06-01 new on waiting list gastroenterology 88803
2021-06-01 new on waiting list ophthalmology 165921
2021-06-01 new on waiting list total 1680207
2021-06-01 new on waiting list trauma and orthopaedic 165552
2022-06-01 total waiting list dermatology 350214
2022-06-01 total waiting list gastroenterology 356441
2022-06-01 total waiting list ophthalmology 641970
2022-06-01 total waiting list total 6751471
2022-06-01 total waiting list trauma and orthopaedic 766998
2022-06-01 new on waiting list dermatology 103996
2022-06-01 new on waiting list gastroenterology 82214
2022-06-01 new on waiting list ophthalmology 161295
2022-06-01 new on waiting list total 1602510
2022-06-01 new on waiting list trauma and orthopaedic 157080
2019-03-01 total waiting list dermatology 201846
2019-03-01 total waiting list gastroenterology 223260
2019-03-01 total waiting list ophthalmology 434180
2019-03-01 total waiting list total 4249314
2019-03-01 total waiting list trauma & orthopaedics 502406
2019-03-01 new on waiting list dermatology 97361
2019-03-01 new on waiting list gastroenterology 90968
2019-03-01 new on waiting list ophthalmology 169255
2019-03-01 new on waiting list total 1747038
2019-03-01 new on waiting list trauma & orthopaedics 186371
2020-03-01 total waiting list dermatology 202749
2020-03-01 total waiting list gastroenterology 218131
2020-03-01 total waiting list ophthalmology 432283
2020-03-01 total waiting list total 4252425
2020-03-01 total waiting list trauma & orthopaedics 493328
2020-03-01 new on waiting list dermatology 65263
2020-03-01 new on waiting list gastroenterology 65936
2020-03-01 new on waiting list ophthalmology 117834
2020-03-01 new on waiting list total 1224810
2020-03-01 new on waiting list trauma & orthopaedics 119823
2021-03-01 total waiting list dermatology 207558
2021-03-01 total waiting list gastroenterology 281357
2021-03-01 total waiting list ophthalmology 512956
2021-03-01 total waiting list total 4972325
2021-03-01 total waiting list trauma & orthopaedics 626291
2021-03-01 new on waiting list dermatology 100964
2021-03-01 new on waiting list gastroenterology 90780
2021-03-01 new on waiting list ophthalmology 155162
2021-03-01 new on waiting list total 1621904
2021-03-01 new on waiting list trauma & orthopaedics 135991
2022-03-01 total waiting list dermatology 317034
2022-03-01 total waiting list gastroenterology 340947
2022-03-01 total waiting list ophthalmology 634703
2022-03-01 total waiting list total 6383501
2022-03-01 total waiting list trauma and orthopaedic 737607
2022-03-01 new on waiting list dermatology 104611
2022-03-01 new on waiting list gastroenterology 91684
2022-03-01 new on waiting list ophthalmology 180239
2022-03-01 new on waiting list total 1790474
2022-03-01 new on waiting list trauma and orthopaedic 169501
2018-05-01 total waiting list dermatology 201039
2018-05-01 total waiting list gastroenterology 201609
2018-05-01 total waiting list ophthalmology 419524
2018-05-01 total waiting list total 4108099
2018-05-01 total waiting list trauma & orthopaedics 485392
2018-05-01 new on waiting list dermatology 103561
2018-05-01 new on waiting list gastroenterology 87532
2018-05-01 new on waiting list ophthalmology 170604
2018-05-01 new on waiting list total 1752547
2018-05-01 new on waiting list trauma & orthopaedics 186987
2019-05-01 total waiting list dermatology 213871
2019-05-01 total waiting list gastroenterology 227787
2019-05-01 total waiting list ophthalmology 449987
2019-05-01 total waiting list total 4402295
2019-05-01 total waiting list trauma & orthopaedics 512888
2019-05-01 new on waiting list dermatology 102472
2019-05-01 new on waiting list gastroenterology 89660
2019-05-01 new on waiting list ophthalmology 171134
2019-05-01 new on waiting list total 1761403
2019-05-01 new on waiting list trauma & orthopaedics 194230
2020-05-01 total waiting list dermatology 179884
2020-05-01 total waiting list gastroenterology 198036
2020-05-01 total waiting list ophthalmology 412607
2020-05-01 total waiting list total 3867607
2020-05-01 total waiting list trauma & orthopaedics 463351
2020-05-01 new on waiting list dermatology 40159
2020-05-01 new on waiting list gastroenterology 36370
2020-05-01 new on waiting list ophthalmology 37573
2020-05-01 new on waiting list total 629424
2020-05-01 new on waiting list trauma & orthopaedics 49151
2021-05-01 total waiting list dermatology 238346
2021-05-01 total waiting list gastroenterology 297809
2021-05-01 total waiting list ophthalmology 545023
2021-05-01 total waiting list total 5325422
2021-05-01 total waiting list trauma and orthopaedic 652998
2021-05-01 new on waiting list dermatology 94891
2021-05-01 new on waiting list gastroenterology 82147
2021-05-01 new on waiting list ophthalmology 147558
2021-05-01 new on waiting list total 1521120
2021-05-01 new on waiting list trauma and orthopaedic 144382
2022-05-01 total waiting list dermatology 337043
2022-05-01 total waiting list gastroenterology 351928
2022-05-01 total waiting list ophthalmology 634712
2022-05-01 total waiting list total 6631417
2022-05-01 total waiting list trauma and orthopaedic 757153
2022-05-01 new on waiting list dermatology 110903
2022-05-01 new on waiting list gastroenterology 88003
2022-05-01 new on waiting list ophthalmology 173141
2022-05-01 new on waiting list total 1738506
2022-05-01 new on waiting list trauma and orthopaedic 170984
2018-11-01 total waiting list dermatology 216447
2018-11-01 total waiting list gastroenterology 214080
2018-11-01 total waiting list ophthalmology 441506
2018-11-01 total waiting list total 4172275
2018-11-01 total waiting list trauma & orthopaedics 504429
2018-11-01 new on waiting list dermatology 97933
2018-11-01 new on waiting list gastroenterology 90606
2018-11-01 new on waiting list ophthalmology 173240
2018-11-01 new on waiting list total 1764247
2018-11-01 new on waiting list trauma & orthopaedics 189621
2019-11-01 total waiting list dermatology 235800
2019-11-01 total waiting list gastroenterology 228062
2019-11-01 total waiting list ophthalmology 446427
2019-11-01 total waiting list total 4432224
2019-11-01 total waiting list trauma & orthopaedics 524422
2019-11-01 new on waiting list dermatology 91906
2019-11-01 new on waiting list gastroenterology 88241
2019-11-01 new on waiting list ophthalmology 165952
2019-11-01 new on waiting list total 1663039
2019-11-01 new on waiting list trauma & orthopaedics 174299
2020-11-01 total waiting list dermatology 197258
2020-11-01 total waiting list gastroenterology 249928
2020-11-01 total waiting list ophthalmology 483689
2020-11-01 total waiting list total 4479511
2020-11-01 total waiting list trauma & orthopaedics 579847
2020-11-01 new on waiting list dermatology 78808
2020-11-01 new on waiting list gastroenterology 75227
2020-11-01 new on waiting list ophthalmology 132310
2020-11-01 new on waiting list total 1353340
2020-11-01 new on waiting list trauma & orthopaedics 122472
2021-11-01 total waiting list dermatology 307107
2021-11-01 total waiting list gastroenterology 328491
2021-11-01 total waiting list ophthalmology 597171
2021-11-01 total waiting list total 6015178
2021-11-01 total waiting list trauma and orthopaedic 706566
2021-11-01 new on waiting list dermatology 97897
2021-11-01 new on waiting list gastroenterology 87970
2021-11-01 new on waiting list ophthalmology 168065
2021-11-01 new on waiting list total 1688466
2021-11-01 new on waiting list trauma and orthopaedic 162924
2018-10-01 total waiting list dermatology 224016
2018-10-01 total waiting list gastroenterology 214810
2018-10-01 total waiting list ophthalmology 441951
2018-10-01 total waiting list total 4208265
2018-10-01 total waiting list trauma & orthopaedics 509777
2018-10-01 new on waiting list dermatology 105298
2018-10-01 new on waiting list gastroenterology 94737
2018-10-01 new on waiting list ophthalmology 183329
2018-10-01 new on waiting list total 1848569
2018-10-01 new on waiting list trauma & orthopaedics 202163
2019-10-01 total waiting list dermatology 243454
2019-10-01 total waiting list gastroenterology 230180
2019-10-01 total waiting list ophthalmology 449201
2019-10-01 total waiting list total 4464035
2019-10-01 total waiting list trauma & orthopaedics 534966
2019-10-01 new on waiting list dermatology 104335
2019-10-01 new on waiting list gastroenterology 97065
2019-10-01 new on waiting list ophthalmology 180033
2019-10-01 new on waiting list total 1819688
2019-10-01 new on waiting list trauma & orthopaedics 199076
2020-10-01 total waiting list dermatology 204581
2020-10-01 total waiting list gastroenterology 250086
2020-10-01 total waiting list ophthalmology 485579
2020-10-01 total waiting list total 4467431
2020-10-01 total waiting list trauma & orthopaedics 580294
2020-10-01 new on waiting list dermatology 82821
2020-10-01 new on waiting list gastroenterology 76269
2020-10-01 new on waiting list ophthalmology 135453
2020-10-01 new on waiting list total 1399564
2020-10-01 new on waiting list trauma & orthopaedics 132292
2021-10-01 total waiting list dermatology 307970
2021-10-01 total waiting list gastroenterology 330767
2021-10-01 total waiting list ophthalmology 593819
2021-10-01 total waiting list total 5995016
2021-10-01 total waiting list trauma and orthopaedic 710106
2021-10-01 new on waiting list dermatology 96538
2021-10-01 new on waiting list gastroenterology 84888
2021-10-01 new on waiting list ophthalmology 158000
2021-10-01 new on waiting list total 1592814
2021-10-01 new on waiting list trauma and orthopaedic 150405
2018-09-01 total waiting list dermatology 228092
2018-09-01 total waiting list gastroenterology 207423
2018-09-01 total waiting list ophthalmology 433173
2018-09-01 total waiting list total 4154012
2018-09-01 total waiting list trauma & orthopaedics 503075
2018-09-01 new on waiting list dermatology 96652
2018-09-01 new on waiting list gastroenterology 79811
2018-09-01 new on waiting list ophthalmology 154278
2018-09-01 new on waiting list total 1559371
2018-09-01 new on waiting list trauma & orthopaedics 169629
2019-09-01 total waiting list dermatology 243299
2019-09-01 total waiting list gastroenterology 225382
2019-09-01 total waiting list ophthalmology 448449
2019-09-01 total waiting list total 4435459
2019-09-01 total waiting list trauma & orthopaedics 530050
2019-09-01 new on waiting list dermatology 99545
2019-09-01 new on waiting list gastroenterology 85691
2019-09-01 new on waiting list ophthalmology 163093
2019-09-01 new on waiting list total 1643644
2019-09-01 new on waiting list trauma & orthopaedics 184529
2020-09-01 total waiting list dermatology 206666
2020-09-01 total waiting list gastroenterology 243177
2020-09-01 total waiting list ophthalmology 476680
2020-09-01 total waiting list total 4374083
2020-09-01 total waiting list trauma & orthopaedics 571311
2020-09-01 new on waiting list dermatology 84217
2020-09-01 new on waiting list gastroenterology 74347
2020-09-01 new on waiting list ophthalmology 130567
2020-09-01 new on waiting list total 1338443
2020-09-01 new on waiting list trauma & orthopaedics 129407
2021-09-01 total waiting list dermatology 301661
2021-09-01 total waiting list gastroenterology 323198
2021-09-01 total waiting list ophthalmology 587882
2021-09-01 total waiting list total 5854435
2021-09-01 total waiting list trauma and orthopaedic 705845
2021-09-01 new on waiting list dermatology 104744
2021-09-01 new on waiting list gastroenterology 85685
2021-09-01 new on waiting list ophthalmology 162154
2021-09-01 new on waiting list total 1631108
2021-09-01 new on waiting list trauma and orthopaedic 160721